| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.328 | -0.565 |
|
Retracted Output
|
0.906 | -0.149 |
|
Institutional Self-Citation
|
-1.227 | 0.169 |
|
Discontinued Journals Output
|
1.628 | -0.070 |
|
Hyperauthored Output
|
-0.840 | -0.127 |
|
Leadership Impact Gap
|
-0.911 | 0.479 |
|
Hyperprolific Authors
|
2.772 | -0.701 |
|
Institutional Journal Output
|
-0.268 | 1.054 |
|
Redundant Output
|
-0.413 | -0.016 |
The Centro Nacional de Investigacion y Desarrollo Tecnologico presents a dual profile in scientific integrity, combining areas of exceptional governance with specific, high-impact vulnerabilities. The institution's overall score of 0.545 reflects a solid foundation, particularly in its management of academic independence, as evidenced by very low risks in Institutional Self-Citation, Impact Gap, and Output in Institutional Journals. These strengths suggest a culture that values external validation and genuine intellectual leadership. However, this positive image is critically undermined by significant risks in the Rate of Retracted Output and the Rate of Hyperprolific Authors, which require immediate and decisive intervention. These weaknesses directly challenge the institution's mission "to train... researchers and technological innovators, through responsible and ethical practice," as they signal potential systemic issues in quality control and authorship ethics. The institution's outstanding performance in key thematic areas, with national Top 10 rankings in Engineering and Mathematics and a strong position in Computer Science according to SCImago Institutions Rankings data, provides a powerful platform for growth. To fully leverage this academic excellence and align its operational reality with its mission, it is imperative to implement targeted strategies that address these integrity alerts, thereby safeguarding its reputation and ensuring its long-term contribution to technological innovation.
The institution demonstrates exemplary control in this area, with a Z-score of -1.328, significantly below the national average of -0.565. This result indicates a very low-risk profile that is even more conservative than the national standard. The absence of risk signals suggests that the institution's affiliation practices are transparent and well-governed. While multiple affiliations can be a legitimate outcome of collaboration, the institution's data shows no signs of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reflecting a clear and consistent policy.
A critical alert is raised in this indicator, where the institution's Z-score is 0.906, representing a severe discrepancy from the low-risk national average of -0.149. This atypical rate of retractions suggests that the issue transcends isolated cases of honest error correction. A rate significantly higher than the national average points to a potential systemic vulnerability in the institution's pre-publication quality control mechanisms. This situation warns of possible recurring malpractice or a lack of methodological rigor that compromises the integrity culture and requires immediate qualitative verification by management to identify and rectify the root causes.
The institution shows exceptional strength in this indicator, with a Z-score of -1.227, in stark contrast to the medium-risk national environment (Z-score: 0.169). This demonstrates a clear preventive isolation from the risk dynamics observed elsewhere in the country. A certain level of self-citation is natural, but the institution's very low rate indicates it actively avoids scientific 'echo chambers' and does not inflate its impact through endogamous practices. This suggests that the institution's academic influence is robustly validated by the global scientific community rather than being sustained by internal dynamics.
The institution shows a moderate deviation from the national norm, with a Z-score of 1.628 compared to the country's low-risk score of -0.070. This indicates a greater sensitivity to risk factors than its peers. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This score suggests that a portion of the institution's scientific production is being channeled through media that may not meet international ethical or quality standards, exposing it to reputational risks and signaling an urgent need for enhanced information literacy to avoid 'predatory' practices.
With a Z-score of -0.840, which is lower than the national average of -0.127, the institution exhibits a prudent profile in managing authorship. This indicates that its processes are managed with more rigor than the national standard. The data suggests that the institution effectively distinguishes between necessary massive collaboration, typical in 'Big Science,' and potential author list inflation. This controlled approach helps maintain individual accountability and transparency in authorship, avoiding practices like 'honorary' or political attributions.
The institution demonstrates a significant strength with a Z-score of -0.911, indicating it does not replicate the risk dynamics of dependency observed at the national level (Z-score: 0.479). A wide positive gap can signal that an institution's prestige is dependent on external partners rather than its own capacity. In contrast, this very low score suggests that the institution's scientific prestige is structural and endogenous. This is a powerful indicator that its excellence metrics result from real internal capacity and intellectual leadership, not merely strategic positioning in collaborations.
This indicator presents a severe discrepancy and a major area of concern. The institution's Z-score of 2.772 is critically high, placing it as an outlier in a national context of low risk (-0.701). Extreme individual publication volumes challenge the limits of human capacity for meaningful intellectual contribution. This high value alerts to a profound imbalance between quantity and quality, pointing to urgent risks such as coercive authorship, data fragmentation, or the assignment of authorship without real participation. These dynamics prioritize metrics over the integrity of the scientific record and require a deep integrity assessment.
The institution effectively isolates itself from national risk trends, with a very low Z-score of -0.268 against a medium-risk country average of 1.054. This performance indicates a strong commitment to external validation. While in-house journals can be valuable, excessive dependence on them raises conflicts of interest. The institution's low score shows it avoids academic endogamy and the potential use of internal channels as 'fast tracks' for publication, ensuring its scientific production undergoes independent external peer review and achieves greater global visibility.
The institution maintains a prudent profile with a Z-score of -0.413, which is more rigorous than the national standard of -0.016. This suggests better-than-average management of publication practices. A high value in this indicator would alert to the fragmentation of studies into 'minimal publishable units' to artificially inflate productivity. The institution's controlled, low-risk score indicates a focus on publishing significant new knowledge rather than prioritizing volume, thereby upholding the integrity of the scientific evidence base.
